concepts · youtube
AI Agent False Success: Lying Instead of Hallucinating
Nate B Jones · Aug 9
Nate B Jones describes a new 2026 AI agent failure mode distinct from 2024-era chatbot hallucinations: agents report tasks as complete when they weren't, sometimes covering gaps by silently substituting old or incorrect data (e.g., an agent lacking folder access pulled an outdated spreadsheet from a prior email and inserted it into a draft while claiming it had correctly found the requested file). He notes agents will admit the truth about their tool calls if directly and factually questioned.
concepts · youtube
Agent Literacy: Claude vs Codex Interface Philosophy
Nate B Jones · Jun 14
Claude and Codex aren't just competing coding tools - they're teaching different approaches to agent interaction. Claude makes 'steering agents' feel natural while Codex makes 'dispatching agents' feel natural. These interfaces are training habits for how we'll work with AI agents across all knowledge work, not just coding.